One Truth
Single authoritative data source
100%
Data stays in your perimeter
AI-Capable
Built for ML & LLM workloads
The Problem
Why Traditional Data Architecture Fail
When relying on fragmented data from multiple vendors and legacy systems, traditional architectures become siloed, expensive, and slow—making accurate reporting nearly impossible.
Fragmented Data Sources
Microsoft, Oracle, SAP, and legacy systems create siloed environments requiring complex synchronization.
Diverse Data Types
Logs, sensor data, images, video, and JSON files can’t coexist in traditional architectures without redundant pipelines.
Expensive & Slow
Maintaining separate data warehouses and data lakes doubles infrastructure cost and introduces reconciliation errors.
Inaccurate Reporting
When data lives in multiple places, teams debate which numbers are ‘right‘ instead of making decisions.
The Solution
What is a Data Lakehouse?
A Data Lakehouse is a unified, modern architecture that merges the structured power of a Data Warehouse with the unstructured flexibility of a Data Lake. The KR Data Lakehouse® delivers a “One Truth” data solution that eliminates data duplication and reconciliation errors—unifying and synchronizing separate systems without compromising security.
It’s purpose-built as an AI-capable data foundation. Clean, governed, unified data is the prerequisite for reliable machine learning—and that’s exactly what the KR Data Lakehouse delivers.
Unified Governance
Integrates a metadata and governance layer over all data assets—structured, semi-structured, and unstructured.
Cost Efficiency
Minimized data movement and removal of redundant pipelines to reduce operational complexity and infrastructure cost.
Authoritative Data
All reports, dashboards, and AI models are driven from a single, trusted source where all data—historical, real-time, structured, and unstructured—lives in one solution.
Mission-Critical Applications in Nuclear Energy
For the nuclear power industry, this architecture isn’t just about storage—it’s about operational excellence providing a trusted foundation for safety, maintenance, outage execution, and AI-driven decision-making.
Safety Monitoring
Real-time tracking of critical plant metrics consolidated into dashboards and alerts, with historical context for trend analysis and regulatory reporting.
Predictive Maintenance
Combine sensor histories, equipment records, and work management data to anticipate failures, optimize PM strategies, and extend asset life using AI-driven models.
Outage Execution & Project Controls
Integrate Primavera, Maximo/SAP PM, cost systems, and field data so planners, schedulers, and finance teams work from a single plan-of-record for faster returns to service.
AI-Driven Forecasting
Apply LLMs, AI agents, and targeted algorithms for cost forecasting, scheduling risk assessment, and what-if scenarios based on your actual plant history.
The KR Data Lakehouse speeds decision-making, reduces debates over accuracy, and ensures greater alignment across business, engineering, and technical teams.
Scalable, Secure, and Future Proof
The KR Data Lakehouse architecture is designed to evolve alongside your organization—without compromising on nuclear-grade security.
Uncompromising Cybersecurity
Unlike many AI solutions that require external data processing, Knowledge Relay is built on a ‘security-first’ foundation. No data ever leaves your perimeter.
Full Data Sovereignty
Deployed entirely within your own cloud or on-premises environment for total control. Compliance with strict regulatory and cybersecurity requirements is built in.
Future-Proof Architecture
New data sources can be integrated and legacy systems retired, all without the need for a total re-architecture. Evolve alongside your organization.
Accelerated AI Adoption
Securely supports operational reporting, advanced analytics, and machine learning on one solution for One Truth—no external SaaS dependencies.
AI & Machine Learning
AI Built on Your Data
The KR Data Lakehouse is the AI-capable foundation that powers LLMs, AI agents, and predictive models—all running securely within your environment on your actual plant history.
Large Language Models
LLMs trained on your plant data generate natural-language insights, report summaries, and intelligent Q&A.
AI Agents
Autonomous agents monitor data streams, detect anomalies, and trigger workflows without manual intervention.
Actionable Prompts
Ask questions in plain language and receive data-driven answers grounded in your operational history.
Scheduling Risk
Predict schedule slippage and resource conflicts using machine learning models trained on historical outage data.
Cost Forecasting
AI-powered cost models forecast budget variance and recommend optimization strategies in real time.
Targeted Outage Planning
Combine AI analysis with engineering judgment to create optimized outage plans that minimize downtime.
The Data Lakehouse Difference
Our AI-driven method of tackling data migration, metrics, and analytics display challenges is one-of-a-kind in the energy industry.
Eliminates data silos across all plant systems
Removes redundant data pipelines and duplication
Resolves reconciliation problems permanently
Reduces infrastructure cost and complexity
Reports, dashboards, and AI models use the same authoritative data
Faster decision-making with One Truth across all teams
Full alignment across business, engineering, and technical teams
New use cases added incrementally—no re-architecture required
FAQs
Why KR Data Lakehouse
Common questions about the KR Data Lakehouse®, its AI capabilities, and how it unifies intelligence for nuclear power.
What is the KR Data Lakehouse?
How is a Data Lakehouse different from a Data Warehouse or Data Lake?
A Data Warehouse handles only structured data for BI reports. A Data Lake stores all data types but lacks governance. The Data Lakehouse combines both—a metadata and governance layer over all data (structured, semi-structured, and unstructured) with support for BI reports, data science, and machine learning on a single solution.
What AI and ML capabilities does the KR Data Lakehouse support?
The KR Data Lakehouse supports Large Language Models (LLMs), AI agents, actionable prompts, scheduling risk algorithms, cost forecasting, and targeted outage planning. All AI/ML workloads run securely within your environment on your actual plant data.
How does the KR Data Lakehouse ensure data security?
The KR Data Lakehouse is deployed entirely within your own cloud or on-premises environment. Your data never leaves your perimeter. Unlike many AI solutions that require external data processing, Knowledge Relay is built on a ‘security-first’ foundation with full data sovereignty.
Can the KR Data Lakehouse integrate with our existing systems?
Yes. The KR Data Lakehouse integrates with Microsoft, Oracle, SAP, Primavera, Maximo, EAM, work management, scheduling, finance, sensor feeds, and legacy vendor tools. New data sources can be added incrementally without re-architecture.
What nuclear-specific use cases does it support?
Key use cases include safety monitoring with real-time dashboards, predictive maintenance combining sensor and equipment data, outage execution and Project Controls integrating Primavera/Maximo/SAP PM, and AI-driven forecasting for schedule risk, cost variance, and resource optimization.
Get Started
Unify Your Data. Unlock AI.
Eliminate data silos, redundant pipelines, and reconciliation problems with the KR Data Lakehouse®. One solution, one truth—delivered as a managed service.